Visual Question Answering on Ultrasound VQA Vessel
35.24BLEU-1Lingshu
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LingshuNumber of Parameters=7B2025.09 | 35.24 | 42.17 | 33.56 | 29.4 | 53.65 | |
| LLaVA-OneVisionNumber of Parameters=7B2025.09 | 34.27 | 39.17 | 31.3 | 28.94 | 51.5 | |
| Gemma-3Number of Parameters=12B2025.09 | 34.25 | 41.32 | 32.61 | 29.14 | 53.06 | |
| Qwen2.5-VLNumber of Parameters=7B2025.09 | 32.99 | 40.56 | 31.87 | 28.65 | 51.92 | |
| HuatuoGPT-VisionNumber of Parameters=7B2025.09 | 32.1 | 38.74 | 29.63 | 26.52 | 50.54 | |
| Qwen2-VLNumber of Parameters=7B2025.09 | 29.71 | 40.7 | 32.2 | 25.63 | 51.86 | |
| MedgemmaNumber of Parameters=4B2025.09 | 28.83 | 40.24 | 30.82 | 25.85 | 51.25 | |
| EchoVLMNumber of Parameters=11B2025.09 | 27.06 | 37.82 | 28.79 | 24.55 | 49.42 | |
| EchoVLMNumber of Parameters=3B2025.09 | 26.46 | 36.75 | 27.72 | 24.18 | 47.87 | |
| LLaVA-MedNumber of Parameters=7B2025.09 | 24.3 | 35.38 | 25.3 | 22.02 | 47.33 | |
| LLaVa-NeXTNumber of Parameters=13B2025.09 | 21.48 | 33.85 | 25.3 | 20.94 | 44.88 | |
| LLaVA1.5Number of Parameters=7B2025.09 | 20.97 | 33.51 | 24.89 | 20.77 | 44.56 |